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Employee engagement surveys · October 2026 Edition
Lattice vs Microsoft Viva Glint
Four of fourteen models named Lattice first on the direct prompt; zero named Microsoft Viva Glint. Lattice was named by twelve of the fourteen models and Microsoft Viva Glint by eight and Lattice carries 31 labels and Microsoft Viva Glint 10, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in two categories this edition.
First-choice share10%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 8; printed, not drawn.
Labels3110A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Lattice reading right to left. Rank and label count are printed, not drawn.Culture Amp was named alongside these two in twelve of the fourteen direct answers. Culture Amp vs Lattice · Culture Amp vs Microsoft Viva Glint · Workleap Officevibe vs Lattice
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the employee engagement surveys page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LatticeFirst choices, of fourteen modelsMicrosoft Viva Glint
Direct40
Paraphrase10
Comparative10
Budget-constrained002 against Lattice
Scale-constrained11
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Lattice and Microsoft Viva Glint stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | | | ||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
Lattice Microsoft Viva Glint first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and Microsoft Viva Glint on the right.The direct prompt
The plain question, one answer per model, grouped by where Lattice and Microsoft Viva Glint stood in it.
Lattice first, Microsoft Viva Glint not the choice
4 of 14 modelsMicrosoft Viva Glint was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashCulture Amp, Lattice alternatives: 15Five Engage, Leapsome, Teamflect
Qwen 3.7 FlashLattice alternatives: 15Five Engage
Kimi K2Lattice alternatives: 15Five Engage, Culture Amp, Quantum Workplace, Workleap Officevibe
GLM 4.7 FlashXCulture Amp, Lattice alternatives: Leapsome
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Culture Amp alternatives: 15Five Engage, Lattice, Quantum Workplace
Grok 4.1 FastCulture Amp alternatives: 15Five Engage, CultureMonkey, Lattice, Quantum Workplace
DeepSeek V4 FlashCulture Amp alternatives: 15Five Engage, Lattice, Microsoft Viva Glint
MiniMax M2.5Culture Amp alternatives: 15Five Engage, Lattice, Qualtrics EmployeeXM, Workday Peakon Employee Voice
GPT-6 LunaCulture Amp alternatives: Lattice, Workleap Officevibe
Muse Glimmer 30BCulture Amp alternatives: 15Five Engage, Lattice, Microsoft Viva Glint, Quantum Workplace, TINYpulse, Workleap Officevibe
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniCulture Amp alternatives: Explorance Blue, Qualtrics EmployeeXM, WTW Engage, WorkTango
Perplexity SonarCulture Amp alternatives: 15Five Engage, CultureMonkey, Leapsome
Mistral SmallCulture Amp, Workleap Officevibe alternatives: Eletive, Leapsome
Llama 4 MaverickLeapsome alternatives: CultureMonkey, Workleap Officevibe
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Lattice0%#8 of 9Microsoft Viva Glint0%#– of 9Mid-marketThe figures above
Lattice leads by eight points.
Lattice10%#4 of 8Microsoft Viva Glint2%#7 of 8Enterprise
Level: the same share of first choices.
Lattice4%#5 of 9Microsoft Viva Glint4%#4 of 9What the models said about Lattice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“avoid platforms with $4,000+ annual minimums like Lattice/Culture Amp” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid "Enterprise Trap" Tools Platforms like Culture Amp, Lattice” Qwen 3.7 Flash · budget prompt · hard negative
What the models said about Microsoft Viva Glint
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Culture Amp and Glint are the most popular for mid-market companies like yours” Mistral Small · scale prompt · first choice
“The ideal enterprise choice for organizations heavily embedded in the Microsoft 365 ecosystem.” Gemini 3.5 Flash · comparative prompt · alternative
“If you're heavily invested in Microsoft 365 \u2192 consider Microsoft Viva Glint.” DeepSeek V4 Flash · direct prompt · alternative
Also compared
Culture Amp vs LatticeCulture Amp vs Microsoft Viva GlintWorkleap Officevibe vs LatticeWorkleap Officevibe vs Microsoft Viva GlintLeapsome vs LatticeLeapsome vs Microsoft Viva GlintLattice vs 15Five EngageLattice vs FeedbackPulseLattice vs Qualtrics EmployeeXM15Five Engage vs Microsoft Viva GlintFeedbackPulse vs Microsoft Viva GlintMicrosoft Viva Glint vs Qualtrics EmployeeXMAll twenty-eight head-to-head pages and the full employee engagement surv standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.